This face is not amused. This is not a face of sadness, it is more of a grumpy, displeased look. Used to express dissatisfaction.
The eyes are distinct in their sideways glance, and may be referred to as 'side-eye'.
Unamused Face was approved as part of Unicode 6.0 in 2010 and added to Emoji 1.0 in 2015.